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Cloud computing, offering on-demand access to computing resources through the Internet and the pay-as-you-go model, has marked the last decade with its three main service models; Infrastructure as a Service (IaaS), Platform as a Service…

网络与互联网体系结构 · 计算机科学 2023-12-29 Berat Can Senel , Maxime Mouchet , Justin Cappos , Olivier Fourmaux , Timur Friedman , Rick McGeer

Cloud computing allow the users to efficiently and dynamically provision computing resource to meet their IT needs. Cloud Provider offers two subscription plan to the customer namely reservation and on-demand. The reservation plan is…

分布式、并行与集群计算 · 计算机科学 2014-02-12 M. Uthaya Banu , K. Saravanan

"AI as a Service" (AIaaS) is a rapidly growing market, offering various plug-and-play AI services and tools. AIaaS enables its customers (users) - who may lack the expertise, data, and/or resources to develop their own systems - to easily…

机器学习 · 计算机科学 2023-02-06 Kornel Lewicki , Michelle Seng Ah Lee , Jennifer Cobbe , Jatinder Singh

The compass of Cloud infrastructure services advances steadily leaving users in the agony of choice. To be able to select the best mix of service offering from an abundance of possibilities, users must consider complex dependencies and…

分布式、并行与集群计算 · 计算机科学 2016-11-18 Miranda Zhang , Rajiv Ranjan , Armin Haller , Dimitrios Georgakopoulos , Peter Strazdins

Despite existing work in machine learning inference serving, ease-of-use and cost efficiency remain challenges at large scales. Developers must manually search through thousands of model-variants -- versions of already-trained models that…

分布式、并行与集群计算 · 计算机科学 2022-09-07 Francisco Romero , Qian Li , Neeraja J. Yadwadkar , Christos Kozyrakis

Software as a service (SaaS) has recently enjoyed much attention as it makes the use of software more convenient and cost-effective. At the same time, the arising of users' expectation for high quality service such as real-time information…

软件工程 · 计算机科学 2016-04-13 Feng-Lin Li , Chi-Hung Chi , Yue Wang , Cong Liu

AI is increasingly being offered 'as a service' (AIaaS). This entails service providers offering customers access to pre-built AI models and services, for tasks such as object recognition, text translation, text-to-voice conversion, and…

计算机与社会 · 计算机科学 2020-01-28 Seyyed Ahmad Javadi , Richard Cloete , Jennifer Cobbe , Michelle Seng Ah Lee , Jatinder Singh

Cloud computing has motivated renewed interest in resource allocation problems with new consumption models. A common goal is to share a resource, such as CPU or I/O bandwidth, among distinct users with different demand patterns as well as…

数据结构与算法 · 计算机科学 2021-01-27 Sebastian Perez-Salazar , Ishai Menache , Mohit Singh , Alejandro Toriello

Many cloud service providers (CSPs) provide on-demand service at a price with a small delay. We propose a QoS-differentiated model where multiple SLAs deliver both on-demand service for latency-critical users and delayed services for…

性能 · 计算机科学 2020-07-31 Xiaohu Wu , Francesco De Pellegrini , Giuliano Casale

Cloud-computing shares a common pool of resources across customers at a scale that is orders of magnitude larger than traditional multi-user systems. Constituent physical compute servers are allocated multiple "virtual machines" (VM) to…

分布式、并行与集群计算 · 计算机科学 2010-10-19 Souvik Ghosh , Soumyadip Ghosh

Cloud performance fluctuates due to factors such as resource contention and workload changes. These factors can be short-term, seasonal, or long-term. Their effects are often intertwined in performance traces, making performance management…

分布式、并行与集群计算 · 计算机科学 2026-05-12 Shimul Debnath , William Hart , Lori Pollock , Donald Lien , Wei Wang

Function as a Service (FaaS) permits cloud customers to deploy to cloud individual functions, in contrast to complete virtual machines or Linux containers. All major cloud providers offer FaaS products (Amazon Lambda, Google Cloud…

分布式、并行与集群计算 · 计算机科学 2020-08-12 Pawel Zuk , Krzysztof Rzadca

Cloud computing is a new technology widely studied in recent years. Now there are many cloud platforms both in industry and in academic circle. How to understand and use these platforms is a big issue. A detailed comparison has been…

分布式、并行与集群计算 · 计算机科学 2012-07-24 Nadir K. Salih , Tianyi Zang

Multi-cloud computing is a promising paradigm to support very large scale world wide distributed applications. Multi-cloud computing is the usage of multiple, independent cloud environments, which assumed no priori agreement between cloud…

软件工程 · 计算机科学 2014-07-09 Fawaz Paraiso , Philippe Merle , Lionel Seinturier

We show that distributed Infrastructure-as-a-Service (IaaS) compute clouds can be effectively used for the analysis of high energy physics data. We have designed a distributed cloud system that works with any application using large input…

分布式、并行与集群计算 · 计算机科学 2011-01-04 R. J. Sobie , A. Agarwal , M. Anderson , P. Armstrong , K. Fransham , I. Gable , D. Harris , C. Leavett-Brown , M. Paterson , D. Penfold-Brown , M. Vliet , A. Charbonneau , R. Impey , W. Podaima

HPC and Cloud have evolved independently, specializing their innovations into performance or productivity. Acceleration as a Service (XaaS) is a recipe to empower both fields with a shared execution platform that provides transparent access…

分布式、并行与集群计算 · 计算机科学 2024-01-10 Torsten Hoefler , Marcin Copik , Pete Beckman , Andrew Jones , Ian Foster , Manish Parashar , Daniel Reed , Matthias Troyer , Thomas Schulthess , Dan Ernst , Jack Dongarra

Cloud computing with its three key facets (i.e., IaaS, PaaS, and SaaS) and its inherent advantages (e.g., elasticity and scalability) still faces several challenges. The distance between the cloud and the end devices might be an issue for…

分布式、并行与集群计算 · 计算机科学 2017-11-03 Carla Mouradian , Diala Naboulsi , Sami Yangui , Roch H. Glitho , Monique J. Morrow , Paul A. Polakos

We present an Edge-as-a-Service (EaaS) platform for realising distributed cloud architectures and integrating the edge of the network in the computing ecosystem. The EaaS platform is underpinned by (i) a lightweight discovery protocol that…

分布式、并行与集群计算 · 计算机科学 2017-10-30 Blesson Varghese , Nan Wang , Jianyu Li , Dimitrios S. Nikolopoulos

Cloud computing changed the way of computing as utility services offered through public network. Selecting multiple providers for various computational requirements improves performance and minimizes cost of cloud services than choosing a…

分布式、并行与集群计算 · 计算机科学 2015-03-13 Thiruselvan Subramanian , Nickolas Savarimuthu

Cloud computing has dramatically changed service deployment patterns. In this work, we analyze how attackers identify and target cloud services in contrast to traditional enterprise networks and network telescopes. Using a diverse set of…

密码学与安全 · 计算机科学 2023-10-02 Liz Izhikevich , Manda Tran , Michalis Kallitsis , Aurore Fass , Zakir Durumeric